{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2017 Hurricane Tracks\n",
    "\n",
    "Demonstrates how to plot all the North American hurricane tracks in 2017, starting from the BigQuery public dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%bash\n",
    "apt-get update\n",
    "apt-get -y install python-mpltoolkits.basemap "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "import google.datalab.bigquery as bq\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query=\"\"\"\n",
    "#standardSQL\n",
    "SELECT\n",
    "  name,\n",
    "  latitude,\n",
    "  longitude,\n",
    "  iso_time,\n",
    "  usa_sshs\n",
    "FROM\n",
    "  `bigquery-public-data.noaa_hurricanes.hurricanes`\n",
    "WHERE\n",
    "  basin = 'NA'\n",
    "  AND season = '2017'\n",
    "\"\"\"\n",
    "\n",
    "df = bq.Query(query).execute().result().to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>iso_time</th>\n",
       "      <th>usa_sshs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DON</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-52.3</td>\n",
       "      <td>2017-07-17 18:00:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DON</td>\n",
       "      <td>11.4</td>\n",
       "      <td>-57.0</td>\n",
       "      <td>2017-07-18 12:00:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DON</td>\n",
       "      <td>11.2</td>\n",
       "      <td>-53.8</td>\n",
       "      <td>2017-07-18 00:00:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DON</td>\n",
       "      <td>11.9</td>\n",
       "      <td>-61.4</td>\n",
       "      <td>2017-07-19 00:00:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DON</td>\n",
       "      <td>11.6</td>\n",
       "      <td>-58.9</td>\n",
       "      <td>2017-07-18 18:00:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  name  latitude  longitude            iso_time  usa_sshs\n",
       "0  DON      11.0      -52.3 2017-07-17 18:00:00         0\n",
       "1  DON      11.4      -57.0 2017-07-18 12:00:00         0\n",
       "2  DON      11.2      -53.8 2017-07-18 00:00:00         0\n",
       "3  DON      11.9      -61.4 2017-07-19 00:00:00         0\n",
       "4  DON      11.6      -58.9 2017-07-18 18:00:00         0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot one of the hurricanes\n",
    "\n",
    "Let's just plot the track of Hurricane MARIA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "maria = df[df['name'] == 'MARIA'].sort_values('iso_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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aqCtXuXH4MKdWrWL79K9ZOaAfC1q3Ii48/JXLUBYGLFhAo2cekvKcHJYPGsKgdvVxsSvo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\nAgICAgJvwP8BFDA+IQfvMrQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44bd47a450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = Basemap(llcrnrlon=-100.,llcrnrlat=0.,urcrnrlon=-20.,urcrnrlat=57.,\n",
    "            projection='lcc',lat_1=20.,lat_2=40.,lon_0=-60.,\n",
    "            resolution ='l',area_thresh=1000.)\n",
    "x, y = m(maria['longitude'].values,maria['latitude'].values)\n",
    "m.plot(x,y,linewidth=5,color='r')\n",
    "\n",
    "# draw coastlines, meridians and parallels.\n",
    "m.drawcoastlines()\n",
    "m.drawcountries()\n",
    "m.drawmapboundary(fill_color='#99ffff')\n",
    "m.fillcontinents(color='#cc9966',lake_color='#99ffff')\n",
    "m.drawparallels(np.arange(10,70,20),labels=[1,1,0,0])\n",
    "m.drawmeridians(np.arange(-100,0,20),labels=[0,0,0,1])\n",
    "plt.title('Hurricane Maria (2017)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot all the hurricanes\n",
    "\n",
    "Use line thickness based on the maximum category reached by the hurricane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['DON', 'LEE', 'BRET', 'GERT', 'IRMA', 'JOSE', 'NATE', 'RINA',\n",
       "       'CINDY', 'EMILY', 'KATIA', 'MARIA', 'ARLENE', 'HARVEY', 'OPHELIA',\n",
       "       'FRANKLIN', 'PHILIPPE', 'NOT_NAMED'], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names = df.name.unique()\n",
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YnuOLFpb5DzYjKYl/R4/m6a1bjBSLWfVihaQw4p88wcREv0xleJ/sCbqHz7SN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\n5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ZuqVWk8YIDKNq9z58hIK36VqGQNzrZFZTi+AkIegn0dpVeVSXlYvwTdPczH2XLG3HoX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wb+YS9s1cVorFj7UAJWIxGbFnObxsOa6OlgR6WHFuzY9sHDcOgB9u3kTfwgIlJSX5tHzNb2Jq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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44bc5c2f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = Basemap(llcrnrlon=-100.,llcrnrlat=0.,urcrnrlon=-20.,urcrnrlat=57.,\n",
    "            projection='lcc',lat_1=20.,lat_2=40.,lon_0=-60.,\n",
    "            resolution ='l',area_thresh=1000.)\n",
    "\n",
    "for name in names:\n",
    "  if name != 'NOT_NAMED':\n",
    "    named = df[df['name'] == name].sort_values('iso_time')\n",
    "    x, y = m(named['longitude'].values,named['latitude'].values)\n",
    "    maxcat = max(named['usa_sshs'])\n",
    "    m.plot(x,y,linewidth=maxcat,color='b')\n",
    "   \n",
    "# draw coastlines, meridians and parallels.\n",
    "m.drawcoastlines()\n",
    "m.drawcountries()\n",
    "m.drawmapboundary(fill_color='#99ffff')\n",
    "m.fillcontinents(color='#cc9966',lake_color='#99ffff')\n",
    "m.drawparallels(np.arange(10,70,20),labels=[1,1,0,0])\n",
    "m.drawmeridians(np.arange(-100,0,20),labels=[0,0,0,1])\n",
    "plt.title('Named North-Atlantic hurricanes (2017)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright 2017 Google Inc. Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \\\"AS IS\\\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
